{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Japanese Equity Data - Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:33.844626Z",
     "start_time": "2020-06-19T14:39:33.842485Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:34.339252Z",
     "start_time": "2020-06-19T14:39:33.846340Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import talib\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:34.342083Z",
     "start_time": "2020-06-19T14:39:34.340205Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:34.352281Z",
     "start_time": "2020-06-19T14:39:34.342955Z"
    }
   },
   "outputs": [],
   "source": [
    "idx = pd.IndexSlice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stooq Japanese Equity data 2014-2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:34.360369Z",
     "start_time": "2020-06-19T14:39:34.353496Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_DIR = Path('..', 'data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:42.022666Z",
     "start_time": "2020-06-19T14:39:34.361329Z"
    }
   },
   "outputs": [],
   "source": [
    "prices = (pd.read_hdf(DATA_DIR / 'assets.h5', 'stooq/jp/tse/stocks/prices')\n",
    "          .loc[idx[:, '2010': '2019'], :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:42.187446Z",
     "start_time": "2020-06-19T14:39:42.023680Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 7524404 entries, ('1301.JP', Timestamp('2010-01-04 00:00:00')) to ('9997.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count    Dtype  \n",
      "---  ------  --------------    -----  \n",
      " 0   open    7524404 non-null  float64\n",
      " 1   high    7524404 non-null  float64\n",
      " 2   low     7524404 non-null  float64\n",
      " 3   close   7524404 non-null  float64\n",
      " 4   volume  7524404 non-null  int64  \n",
      "dtypes: float64(4), int64(1)\n",
      "memory usage: 315.8+ MB\n"
     ]
    }
   ],
   "source": [
    "prices.info(null_counts=True)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:42.234602Z",
     "start_time": "2020-06-19T14:39:42.188791Z"
    }
   },
   "outputs": [],
   "source": [
    "before = len(prices.index.unique('ticker').unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove symbols with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:50.120002Z",
     "start_time": "2020-06-19T14:39:42.235799Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 5603312 entries, ('1301.JP', Timestamp('2010-01-04 00:00:00')) to ('9997.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count    Dtype  \n",
      "---  ------  --------------    -----  \n",
      " 0   open    5603312 non-null  float64\n",
      " 1   high    5603312 non-null  float64\n",
      " 2   low     5603312 non-null  float64\n",
      " 3   close   5603312 non-null  float64\n",
      " 4   volume  5603312 non-null  float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 235.2+ MB\n"
     ]
    }
   ],
   "source": [
    "prices = (prices.unstack('ticker')\n",
    "        .sort_index()\n",
    "        .ffill(limit=5)\n",
    "        .dropna(axis=1)\n",
    "        .stack('ticker')\n",
    "        .swaplevel())\n",
    "prices.info(null_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:50.163888Z",
     "start_time": "2020-06-19T14:39:50.121474Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before: 3,680 after: 2,288\n"
     ]
    }
   ],
   "source": [
    "after = len(prices.index.unique('ticker').unique())\n",
    "print(f'Before: {before:,.0f} after: {after:,.0f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Keep most traded symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:50.465690Z",
     "start_time": "2020-06-19T14:39:50.164922Z"
    }
   },
   "outputs": [],
   "source": [
    "dv = prices.close.mul(prices.volume)\n",
    "keep = dv.groupby('ticker').median().nlargest(1000).index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:59.314932Z",
     "start_time": "2020-06-19T14:39:50.466674Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 2449000 entries, ('1332.JP', Timestamp('2010-01-04 00:00:00')) to ('9990.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Dtype  \n",
      "---  ------  -----  \n",
      " 0   open    float64\n",
      " 1   high    float64\n",
      " 2   low     float64\n",
      " 3   close   float64\n",
      " 4   volume  float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 102.8+ MB\n"
     ]
    }
   ],
   "source": [
    "prices = prices.loc[idx[keep, :], :]\n",
    "prices.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute period returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:39:59.318570Z",
     "start_time": "2020-06-19T14:39:59.316759Z"
    }
   },
   "outputs": [],
   "source": [
    "intervals = [1, 5, 10, 21, 63]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.287052Z",
     "start_time": "2020-06-19T14:39:59.319643Z"
    }
   },
   "outputs": [],
   "source": [
    "returns = []\n",
    "by_ticker = prices.groupby(level='ticker').close\n",
    "for t in intervals:\n",
    "    returns.append(by_ticker.pct_change(t).to_frame(f'ret_{t}'))\n",
    "returns = pd.concat(returns, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.319856Z",
     "start_time": "2020-06-19T14:40:00.287919Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 2449000 entries, ('1332.JP', Timestamp('2010-01-04 00:00:00')) to ('9990.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Dtype  \n",
      "---  ------  -----  \n",
      " 0   ret_1   float64\n",
      " 1   ret_5   float64\n",
      " 2   ret_10  float64\n",
      " 3   ret_21  float64\n",
      " 4   ret_63  float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 102.8+ MB\n"
     ]
    }
   ],
   "source": [
    "returns.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.517451Z",
     "start_time": "2020-06-19T14:40:00.320709Z"
    }
   },
   "outputs": [],
   "source": [
    "max_ret_by_sym = returns.groupby(level='ticker').max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.536108Z",
     "start_time": "2020-06-19T14:40:00.518280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ret_1</th>\n",
       "      <th>ret_5</th>\n",
       "      <th>ret_10</th>\n",
       "      <th>ret_21</th>\n",
       "      <th>ret_63</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.170682</td>\n",
       "      <td>0.349013</td>\n",
       "      <td>0.470958</td>\n",
       "      <td>0.622755</td>\n",
       "      <td>1.017888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.082475</td>\n",
       "      <td>0.293969</td>\n",
       "      <td>0.532754</td>\n",
       "      <td>0.806555</td>\n",
       "      <td>1.502123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.066825</td>\n",
       "      <td>0.105314</td>\n",
       "      <td>0.106831</td>\n",
       "      <td>0.130860</td>\n",
       "      <td>0.204482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.150673</td>\n",
       "      <td>0.252842</td>\n",
       "      <td>0.307140</td>\n",
       "      <td>0.389655</td>\n",
       "      <td>0.638036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>0.268095</td>\n",
       "      <td>0.616494</td>\n",
       "      <td>0.847840</td>\n",
       "      <td>1.061642</td>\n",
       "      <td>1.740919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95%</th>\n",
       "      <td>0.340521</td>\n",
       "      <td>0.936005</td>\n",
       "      <td>1.384150</td>\n",
       "      <td>1.688651</td>\n",
       "      <td>2.575117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.5%</th>\n",
       "      <td>0.377404</td>\n",
       "      <td>1.319257</td>\n",
       "      <td>2.049520</td>\n",
       "      <td>2.900139</td>\n",
       "      <td>4.390628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>0.458115</td>\n",
       "      <td>1.668250</td>\n",
       "      <td>3.283656</td>\n",
       "      <td>4.457870</td>\n",
       "      <td>8.028316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.5%</th>\n",
       "      <td>0.500234</td>\n",
       "      <td>1.958242</td>\n",
       "      <td>3.590300</td>\n",
       "      <td>5.666201</td>\n",
       "      <td>9.627482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.9%</th>\n",
       "      <td>0.789489</td>\n",
       "      <td>2.166924</td>\n",
       "      <td>4.385537</td>\n",
       "      <td>8.049485</td>\n",
       "      <td>17.754458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.826025</td>\n",
       "      <td>2.402364</td>\n",
       "      <td>5.336406</td>\n",
       "      <td>9.085616</td>\n",
       "      <td>22.067797</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ret_1        ret_5       ret_10       ret_21       ret_63\n",
       "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.000000\n",
       "mean      0.170682     0.349013     0.470958     0.622755     1.017888\n",
       "std       0.082475     0.293969     0.532754     0.806555     1.502123\n",
       "min       0.066825     0.105314     0.106831     0.130860     0.204482\n",
       "50%       0.150673     0.252842     0.307140     0.389655     0.638036\n",
       "90%       0.268095     0.616494     0.847840     1.061642     1.740919\n",
       "95%       0.340521     0.936005     1.384150     1.688651     2.575117\n",
       "97.5%     0.377404     1.319257     2.049520     2.900139     4.390628\n",
       "99%       0.458115     1.668250     3.283656     4.457870     8.028316\n",
       "99.5%     0.500234     1.958242     3.590300     5.666201     9.627482\n",
       "99.9%     0.789489     2.166924     4.385537     8.049485    17.754458\n",
       "max       0.826025     2.402364     5.336406     9.085616    22.067797"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentiles = [0.001, .005, .01, .025, .05, .1]\n",
    "percentiles += [1-p for p in percentiles]\n",
    "max_ret_by_sym.describe(percentiles=sorted(percentiles)[6:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.544750Z",
     "start_time": "2020-06-19T14:40:00.537412Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "quantiles = max_ret_by_sym.quantile(.95)\n",
    "to_drop = []\n",
    "for ret, q in quantiles.items():\n",
    "    to_drop.extend(max_ret_by_sym[max_ret_by_sym[ret]>q].index.tolist()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:00.556831Z",
     "start_time": "2020-06-19T14:40:00.545961Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_drop = pd.Series(to_drop).value_counts()\n",
    "to_drop = to_drop[to_drop > 1].index.tolist()\n",
    "len(to_drop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:08.226960Z",
     "start_time": "2020-06-19T14:40:00.557700Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 2304509 entries, ('1332.JP', Timestamp('2010-01-04 00:00:00')) to ('9990.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Dtype  \n",
      "---  ------  -----  \n",
      " 0   open    float64\n",
      " 1   high    float64\n",
      " 2   low     float64\n",
      " 3   close   float64\n",
      " 4   volume  float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 96.7+ MB\n"
     ]
    }
   ],
   "source": [
    "prices = prices.drop(to_drop, level='ticker')\n",
    "prices.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate relative return percentiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:21.999334Z",
     "start_time": "2020-06-19T14:40:08.227877Z"
    }
   },
   "outputs": [],
   "source": [
    "returns = []\n",
    "by_sym = prices.groupby(level='ticker').close\n",
    "for t in intervals:\n",
    "    ret = by_sym.pct_change(t)\n",
    "    rel_perc = (ret.groupby(level='date')\n",
    "             .apply(lambda x: pd.qcut(x, q=20, labels=False, duplicates='drop')))\n",
    "    returns.extend([ret.to_frame(f'ret_{t}'), rel_perc.to_frame(f'ret_rel_perc_{t}')])\n",
    "returns = pd.concat(returns, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Technical Indicators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Percentage Price Oscillator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:24.611981Z",
     "start_time": "2020-06-19T14:40:22.000211Z"
    }
   },
   "outputs": [],
   "source": [
    "ppo = prices.groupby(level='ticker').close.apply(talib.PPO).to_frame('PPO')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Normalized Average True Range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:25.374786Z",
     "start_time": "2020-06-19T14:40:24.612787Z"
    }
   },
   "outputs": [],
   "source": [
    "natr = prices.groupby(level='ticker', group_keys=False).apply(lambda x: talib.NATR(x.high, x.low, x.close)).to_frame('NATR')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relative Strength Indicator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:27.592598Z",
     "start_time": "2020-06-19T14:40:25.375661Z"
    }
   },
   "outputs": [],
   "source": [
    "rsi = prices.groupby(level='ticker').close.apply(talib.RSI).to_frame('RSI')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bollinger Bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:27.596736Z",
     "start_time": "2020-06-19T14:40:27.593553Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_bollinger(x):\n",
    "    u, m, l = talib.BBANDS(x)\n",
    "    return pd.DataFrame({'u': u, 'm': m, 'l': l})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:30.684867Z",
     "start_time": "2020-06-19T14:40:27.598142Z"
    }
   },
   "outputs": [],
   "source": [
    "bbands = prices.groupby(level='ticker').close.apply(get_bollinger)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:57.415055Z",
     "start_time": "2020-06-19T14:40:30.685785Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.concat([prices, returns, ppo, natr, rsi, bbands], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:57.621968Z",
     "start_time": "2020-06-19T14:40:57.415937Z"
    }
   },
   "outputs": [],
   "source": [
    "data['bbl'] = data.close.div(data.l)\n",
    "data['bbu'] = data.u.div(data.close)\n",
    "data = data.drop(['u', 'm', 'l'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:58.390223Z",
     "start_time": "2020-06-19T14:40:57.623026Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.1617612609595546"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.bbu.corr(data.bbl, method='spearman')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Indicators for randomly sample ticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:59.701969Z",
     "start_time": "2020-06-19T14:40:58.391301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "indicators = ['close', 'bbl', 'bbu', 'PPO', 'NATR', 'RSI']\n",
    "ticker = np.random.choice(data.index.get_level_values('ticker'))\n",
    "(data.loc[idx[ticker, :], indicators].reset_index('ticker', drop=True)\n",
    " .plot(lw=1, subplots=True, figsize=(16, 10), title=indicators, layout=(3, 2), legend=False))\n",
    "plt.suptitle(ticker, fontsize=14)\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(top=.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:40:59.754295Z",
     "start_time": "2020-06-19T14:40:59.702880Z"
    }
   },
   "outputs": [],
   "source": [
    "data = data.drop(prices.columns, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create time period indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:41:00.165538Z",
     "start_time": "2020-06-19T14:40:59.755348Z"
    }
   },
   "outputs": [],
   "source": [
    "dates = data.index.get_level_values('date')\n",
    "data['weekday'] = dates.weekday\n",
    "data['month'] = dates.month\n",
    "data['year'] = dates.year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute forward returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:41:00.342577Z",
     "start_time": "2020-06-19T14:41:00.166391Z"
    }
   },
   "outputs": [],
   "source": [
    "outcomes = []\n",
    "by_ticker = data.groupby('ticker')\n",
    "for t in intervals:\n",
    "    k = f'fwd_ret_{t:02}'\n",
    "    outcomes.append(k)\n",
    "    data[k] = by_ticker[f'ret_{t}'].shift(-t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:41:00.566393Z",
     "start_time": "2020-06-19T14:41:00.343372Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 2304509 entries, ('1332.JP', Timestamp('2010-01-04 00:00:00')) to ('9990.JP', Timestamp('2019-12-30 00:00:00'))\n",
      "Data columns (total 23 columns):\n",
      " #   Column           Non-Null Count    Dtype  \n",
      "---  ------           --------------    -----  \n",
      " 0   ret_1            2303568 non-null  float64\n",
      " 1   ret_rel_perc_1   2303568 non-null  float64\n",
      " 2   ret_5            2299804 non-null  float64\n",
      " 3   ret_rel_perc_5   2299804 non-null  float64\n",
      " 4   ret_10           2295099 non-null  float64\n",
      " 5   ret_rel_perc_10  2295099 non-null  float64\n",
      " 6   ret_21           2284748 non-null  float64\n",
      " 7   ret_rel_perc_21  2284748 non-null  float64\n",
      " 8   ret_63           2245226 non-null  float64\n",
      " 9   ret_rel_perc_63  2245226 non-null  float64\n",
      " 10  PPO              2280984 non-null  float64\n",
      " 11  NATR             2291335 non-null  float64\n",
      " 12  RSI              2291335 non-null  float64\n",
      " 13  bbl              2300745 non-null  float64\n",
      " 14  bbu              2300745 non-null  float64\n",
      " 15  weekday          2304509 non-null  int64  \n",
      " 16  month            2304509 non-null  int64  \n",
      " 17  year             2304509 non-null  int64  \n",
      " 18  fwd_ret_01       2303568 non-null  float64\n",
      " 19  fwd_ret_05       2299804 non-null  float64\n",
      " 20  fwd_ret_10       2295099 non-null  float64\n",
      " 21  fwd_ret_21       2284748 non-null  float64\n",
      " 22  fwd_ret_63       2245226 non-null  float64\n",
      "dtypes: float64(20), int64(3)\n",
      "memory usage: 413.2+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info(null_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-19T14:41:00.896955Z",
     "start_time": "2020-06-19T14:41:00.567387Z"
    }
   },
   "outputs": [],
   "source": [
    "data.to_hdf('data.h5', 'stooq/japan/equities')"
   ]
  }
 ],
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